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Pensia, Ankit

  1. Generalization Error Bounds for Noisy, Iterative Algorithms
    2018/01/12 by Pensia, Ankit, Jog, Varun, Loh, Po-Ling · 8 citations
    #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  2. Optimal Lottery Tickets via SubsetSum: Logarithmic Over-Parameterization is Sufficient
    2020/06/14 by Pensia, Ankit, Rajput, Shashank, Nagle, Alliot +2 · 8 citations
    #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  3. Outlier Robust Mean Estimation with Subgaussian Rates via Stability
    2020/07/30 by Diakonikolas, Ilias, Kane, Daniel M., Pensia, Ankit · 4 citations
    #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
  4. Robust regression with covariate filtering: Heavy tails and adversarial contamination
    2020/09/27 by Pensia, Ankit, Jog, Varun, Loh, Po-Ling · 4 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
  5. Statistical Query Lower Bounds for List-Decodable Linear Regression
    2021/06/17 by Ilias Diakonikolas, Daniel M. Kane, Diakonikolas, Ilias +7 · 4 citations
    Computer Science · Medicine · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #SARS-CoV-2 detection and testing #Statistics Theory (math.ST)
  6. Communication-constrained hypothesis testing: Optimality, robustness, and reverse data processing inequalities
    2022/06/06 by Ankit Pensia, Varun Jog, Pensia, Ankit +3 · 2 citations
    Computer Science · Engineering · #Data Structures and Algorithms (cs.DS) #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Statistics Theory (math.ST) #Wireless Communication Security Techniques
  7. Gaussian Mean Testing Made Simple
    2022/10/25 by Ilias Diakonikolas, Diakonikolas, Ilias, Daniel M. Kane +3 · 2 citations
    Computer Science · Decision Sciences · #Machine Learning and Algorithms #Advanced Statistical Process Monitoring #Gaussian Processes and Bayesian Inference
  8. Simple Binary Hypothesis Testing under Local Differential Privacy and Communication Constraints
    2023/01/09 by Ankit Pensia, Amir R. Asadi, Pensia, Ankit +5 · 2 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Statistics Theory (math.ST) #Wireless Communication Security Techniques
  9. Extracting robust and accurate features via a robust information\n bottleneck
    2019/10/15 by Ankit Pensia, Pensia, Ankit, Varun Jog +3 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM
  10. Near-Optimal Algorithms for Gaussians with Huber Contamination: Mean Estimation and Linear Regression
    2023/12/04 by Ilias Diakonikolas, Diakonikolas, Ilias, Daniel M. Kane +5 · 3 citations
    Computer Science · Engineering · #Data Structures and Algorithms (cs.DS) #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Sparse and Compressive Sensing Techniques #Target Tracking and Data Fusion in Sensor Networks
  11. Black-Box k-to-1-PCA Reductions: Theory and Applications
    2024/03/06 by Arun Jambulapati, Syamantak Kumar, Jambulapati, Arun +9 · 3 citations
    Computer Science · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Numerical Analysis (math.NA) #Rough Sets and Fuzzy Logic
  12. List-Decodable Sparse Mean Estimation via Difference-of-Pairs Filtering
    2022/06/10 by Diakonikolas, Ilias, Kane, Daniel M., Karmalkar, Sushrut +2 · 1 citation
    #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
  13. Outlier-Robust Sparse Mean Estimation for Heavy-Tailed Distributions
    2022/11/29 by Diakonikolas, Ilias, Kane, Daniel M., Lee, Jasper C. H. +1 · 1 citation
    #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
  14. The Sample Complexity of Distributed Simple Binary Hypothesis Testing under Information Constraints
    2025/06/16 by Hadi Kazemi, Ankit Pensia, Kazemi, Hadi +3 · 2 citations
    Engineering · #Fault Detection and Control Systems
  15. SoS Certifiability of Subgaussian Distributions and its Algorithmic Applications
    2024/10/28 by Ilias Diakonikolas, Diakonikolas, Ilias, Samuel B. Hopkins +5 · 2 citations
    Decision Sciences · Engineering · #Advanced Statistical Process Monitoring #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Fault Detection and Control Systems #Industrial Vision Systems and Defect Detection #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
  16. Streaming Algorithms for High-Dimensional Robust Statistics
    2022/04/26 by Ilias Diakonikolas, Diakonikolas, Ilias, Daniel M. Kane +5 · 1 voice · 1 citation
    Computer Science · Mathematics · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST) #cs.DS #cs.LG #math.ST #stat.ML
  17. Optimal Robust Estimation under Local and Global Corruptions: Stronger Adversary and Smaller Error
    2024/10/22 by Thanasis Pittas, Pittas, Thanasis, Ankit Pensia +1 · 2 citations
    Agricultural and Biological Sciences · Mathematics · #Agricultural risk and resilience #Advanced Statistical Methods and Models
  18. The Sample Complexity of Simple Binary Hypothesis Testing
    2024/03/25 by Ankit Pensia, Pensia, Ankit, Varun Jog +3 · 1 citation
    Engineering · Decision Sciences · Computer Science · #Fault Detection and Control Systems #Advanced Statistical Process Monitoring #Machine Learning and Data Classification
  19. SoS Certificates for Sparse Singular Values and Their Applications: Robust Statistics, Subspace Distortion, and More
    2024/12/30 by Ilias Diakonikolas, Samuel B. Hopkins, Diakonikolas, Ilias +5 · 1 citation
    Computer Science · Decision Sciences · Engineering · #Advanced Statistical Process Monitoring #Data Structures and Algorithms (cs.DS) #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG)